01_Math, Numpy, Matplotlib, Pandas.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# math"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import math"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "num=3.1416"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3.14"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "round(3.1416,2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "math.floor(num)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "math.ceil(num)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3.141592653589793"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "math.pi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def fact(x):\n",
    "    a=x\n",
    "    if x==1:\n",
    "        return(a*x)\n",
    "    elif x==0:\n",
    "        return(1)\n",
    "    elif x<0:\n",
    "        return(\"Error, los factoriales negativos no existen\")\n",
    "    else:\n",
    "        return(a*fact(x-1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Error, los factoriales negativos no existen'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fact(-5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fact(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fact(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3628800"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fact(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3628800"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "math.factorial(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "math.factorial(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "#math.factorial(-5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$\n",
    "e=\\lim_{n \\to \\infty}\\left(1+\\frac{1}{n}\\right)^{n}\n",
    "$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "def exponencial(x):\n",
    "    return((1+1/x)**x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.71828205335711"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "exponencial(100000000000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.718281828459045"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "math.exp(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8.0"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(64)**0.5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8.0"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "math.sqrt(64)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "64.0"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "math.pow(8,2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8939966636005579"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "math.sin(90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "rad=math.radians(90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.0"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "math.sin(rad)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# numpy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]]\n"
     ]
    }
   ],
   "source": [
    "m = np.zeros((10,10))\n",
    "print (m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]\n",
      " [1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]\n",
      " [1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]\n",
      " [1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]\n",
      " [1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]\n",
      " [1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]\n",
      " [1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]\n",
      " [1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]\n",
      " [1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]\n",
      " [1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]]\n"
     ]
    }
   ],
   "source": [
    "m = np.ones((10,10))\n",
    "print (m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[1. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      " [0. 1. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
      " [0. 0. 1. 0. 0. 0. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 1. 0. 0. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 1. 0. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 0. 1. 0. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 0. 0. 1. 0. 0. 0.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 1. 0. 0.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 0. 1. 0.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 0. 0. 1.]]\n"
     ]
    }
   ],
   "source": [
    "m = np.eye(10)\n",
    "print (m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14])"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a = np.arange(15)\n",
    "a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 1,  4,  7, 10, 13])"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a = np.arange(1,15,3)\n",
    "a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0,  1,  2,  3,  4],\n",
       "       [ 5,  6,  7,  8,  9],\n",
       "       [10, 11, 12, 13, 14]])"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a = np.arange(15).reshape(3,5)\n",
    "a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3, 5)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rows=a.shape[0]\n",
    "rows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "columns=a.shape[1]\n",
    "columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a.ndim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype('int32')"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a.dtype"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "15"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a.size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype('float64')"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b = np.array([1.2, 3.5, 5.1])\n",
    "b.dtype"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.  , 0.25, 0.5 , 0.75, 1.  , 1.25, 1.5 , 1.75, 2.  ])"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c=np.linspace( 0, 2, 9 )\n",
    "c"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(9,)"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0,  5, 10],\n",
       "       [ 1,  6, 11],\n",
       "       [ 2,  7, 12],\n",
       "       [ 3,  8, 13],\n",
       "       [ 4,  9, 14]])"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d=a.T\n",
    "d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5, 3)"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "d.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "# La siguiente linea se escribe si se está utilizando un cuaderno Jupyter\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = np.arange(0,4*np.pi,0.1)\n",
    "y = np.sin(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,y)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = np.arange(0,4*np.pi,0.1)   # start,stop,step\n",
    "y = np.sin(x)\n",
    "z = np.cos(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,y,x,z)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,y,x,z)\n",
    "plt.xlabel('x values from 0 to 4pi')  # string must be enclosed with quotes '  '\n",
    "plt.ylabel('sin(x) and cos(x)')\n",
    "plt.title('Plot of sin and cos from 0 to 4pi')\n",
    "plt.legend(['sin(x)', 'cos(x)'])      # legend entries as seperate strings in a list\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "#!pip install gapminder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country</th>\n",
       "      <th>continent</th>\n",
       "      <th>year</th>\n",
       "      <th>lifeExp</th>\n",
       "      <th>pop</th>\n",
       "      <th>gdpPercap</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1952</td>\n",
       "      <td>28.801</td>\n",
       "      <td>8425333</td>\n",
       "      <td>779.445314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1957</td>\n",
       "      <td>30.332</td>\n",
       "      <td>9240934</td>\n",
       "      <td>820.853030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1962</td>\n",
       "      <td>31.997</td>\n",
       "      <td>10267083</td>\n",
       "      <td>853.100710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1967</td>\n",
       "      <td>34.020</td>\n",
       "      <td>11537966</td>\n",
       "      <td>836.197138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1972</td>\n",
       "      <td>36.088</td>\n",
       "      <td>13079460</td>\n",
       "      <td>739.981106</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       country continent  year  lifeExp       pop   gdpPercap\n",
       "0  Afghanistan      Asia  1952   28.801   8425333  779.445314\n",
       "1  Afghanistan      Asia  1957   30.332   9240934  820.853030\n",
       "2  Afghanistan      Asia  1962   31.997  10267083  853.100710\n",
       "3  Afghanistan      Asia  1967   34.020  11537966  836.197138\n",
       "4  Afghanistan      Asia  1972   36.088  13079460  739.981106"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from gapminder import gapminder\n",
    "gapminder.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1704, 6)"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gapminder.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "sns.set_style(\"white\")\n",
    "import pandas as pd\n",
    "my_dpi=96\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "data=gapminder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.frame.DataFrame"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Asia' 'Europe' 'Africa' 'Americas' 'Oceania']\n"
     ]
    }
   ],
   "source": [
    "print(data.continent.unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "country       object\n",
       "continent     object\n",
       "year           int64\n",
       "lifeExp      float64\n",
       "pop            int64\n",
       "gdpPercap    float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "country        object\n",
       "continent    category\n",
       "year            int64\n",
       "lifeExp       float64\n",
       "pop             int64\n",
       "gdpPercap     float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['continent'] = data['continent'].astype('category')\n",
    "data.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country</th>\n",
       "      <th>continent</th>\n",
       "      <th>year</th>\n",
       "      <th>lifeExp</th>\n",
       "      <th>pop</th>\n",
       "      <th>gdpPercap</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1952</td>\n",
       "      <td>28.801</td>\n",
       "      <td>8425333</td>\n",
       "      <td>779.445314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1957</td>\n",
       "      <td>30.332</td>\n",
       "      <td>9240934</td>\n",
       "      <td>820.853030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1962</td>\n",
       "      <td>31.997</td>\n",
       "      <td>10267083</td>\n",
       "      <td>853.100710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1967</td>\n",
       "      <td>34.020</td>\n",
       "      <td>11537966</td>\n",
       "      <td>836.197138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1972</td>\n",
       "      <td>36.088</td>\n",
       "      <td>13079460</td>\n",
       "      <td>739.981106</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       country continent  year  lifeExp       pop   gdpPercap\n",
       "0  Afghanistan      Asia  1952   28.801   8425333  779.445314\n",
       "1  Afghanistan      Asia  1957   30.332   9240934  820.853030\n",
       "2  Afghanistan      Asia  1962   31.997  10267083  853.100710\n",
       "3  Afghanistan      Asia  1967   34.020  11537966  836.197138\n",
       "4  Afghanistan      Asia  1972   36.088  13079460  739.981106"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       2\n",
       "1       2\n",
       "2       2\n",
       "3       2\n",
       "4       2\n",
       "5       2\n",
       "6       2\n",
       "7       2\n",
       "8       2\n",
       "9       2\n",
       "10      2\n",
       "11      2\n",
       "12      3\n",
       "13      3\n",
       "14      3\n",
       "15      3\n",
       "16      3\n",
       "17      3\n",
       "18      3\n",
       "19      3\n",
       "20      3\n",
       "21      3\n",
       "22      3\n",
       "23      3\n",
       "24      0\n",
       "25      0\n",
       "26      0\n",
       "27      0\n",
       "28      0\n",
       "29      0\n",
       "       ..\n",
       "1674    2\n",
       "1675    2\n",
       "1676    2\n",
       "1677    2\n",
       "1678    2\n",
       "1679    2\n",
       "1680    0\n",
       "1681    0\n",
       "1682    0\n",
       "1683    0\n",
       "1684    0\n",
       "1685    0\n",
       "1686    0\n",
       "1687    0\n",
       "1688    0\n",
       "1689    0\n",
       "1690    0\n",
       "1691    0\n",
       "1692    0\n",
       "1693    0\n",
       "1694    0\n",
       "1695    0\n",
       "1696    0\n",
       "1697    0\n",
       "1698    0\n",
       "1699    0\n",
       "1700    0\n",
       "1701    0\n",
       "1702    0\n",
       "1703    0\n",
       "Length: 1704, dtype: int8"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Convierte la categoria de la columna a número:\n",
    "\n",
    "data['continent'].cat.codes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country</th>\n",
       "      <th>continent</th>\n",
       "      <th>year</th>\n",
       "      <th>lifeExp</th>\n",
       "      <th>pop</th>\n",
       "      <th>gdpPercap</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1952</td>\n",
       "      <td>28.801</td>\n",
       "      <td>8425333</td>\n",
       "      <td>779.445314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1957</td>\n",
       "      <td>30.332</td>\n",
       "      <td>9240934</td>\n",
       "      <td>820.853030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1962</td>\n",
       "      <td>31.997</td>\n",
       "      <td>10267083</td>\n",
       "      <td>853.100710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1967</td>\n",
       "      <td>34.020</td>\n",
       "      <td>11537966</td>\n",
       "      <td>836.197138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1972</td>\n",
       "      <td>36.088</td>\n",
       "      <td>13079460</td>\n",
       "      <td>739.981106</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       country continent  year  lifeExp       pop   gdpPercap\n",
       "0  Afghanistan      Asia  1952   28.801   8425333  779.445314\n",
       "1  Afghanistan      Asia  1957   30.332   9240934  820.853030\n",
       "2  Afghanistan      Asia  1962   31.997  10267083  853.100710\n",
       "3  Afghanistan      Asia  1967   34.020  11537966  836.197138\n",
       "4  Afghanistan      Asia  1972   36.088  13079460  739.981106"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1952 1957 1962 1967 1972 1977 1982 1987 1992 1997 2002 2007]\n"
     ]
    }
   ],
   "source": [
    "print(data.year.unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0        True\n",
      "1       False\n",
      "2       False\n",
      "3       False\n",
      "4       False\n",
      "5       False\n",
      "6       False\n",
      "7       False\n",
      "8       False\n",
      "9       False\n",
      "10      False\n",
      "11      False\n",
      "12       True\n",
      "13      False\n",
      "14      False\n",
      "15      False\n",
      "16      False\n",
      "17      False\n",
      "18      False\n",
      "19      False\n",
      "20      False\n",
      "21      False\n",
      "22      False\n",
      "23      False\n",
      "24       True\n",
      "25      False\n",
      "26      False\n",
      "27      False\n",
      "28      False\n",
      "29      False\n",
      "        ...  \n",
      "1674    False\n",
      "1675    False\n",
      "1676    False\n",
      "1677    False\n",
      "1678    False\n",
      "1679    False\n",
      "1680     True\n",
      "1681    False\n",
      "1682    False\n",
      "1683    False\n",
      "1684    False\n",
      "1685    False\n",
      "1686    False\n",
      "1687    False\n",
      "1688    False\n",
      "1689    False\n",
      "1690    False\n",
      "1691    False\n",
      "1692     True\n",
      "1693    False\n",
      "1694    False\n",
      "1695    False\n",
      "1696    False\n",
      "1697    False\n",
      "1698    False\n",
      "1699    False\n",
      "1700    False\n",
      "1701    False\n",
      "1702    False\n",
      "1703    False\n",
      "Name: year, Length: 1704, dtype: bool\n"
     ]
    }
   ],
   "source": [
    "print(data.year==1952)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country</th>\n",
       "      <th>continent</th>\n",
       "      <th>year</th>\n",
       "      <th>lifeExp</th>\n",
       "      <th>pop</th>\n",
       "      <th>gdpPercap</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1952</td>\n",
       "      <td>28.801</td>\n",
       "      <td>8425333</td>\n",
       "      <td>779.445314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Albania</td>\n",
       "      <td>Europe</td>\n",
       "      <td>1952</td>\n",
       "      <td>55.230</td>\n",
       "      <td>1282697</td>\n",
       "      <td>1601.056136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Algeria</td>\n",
       "      <td>Africa</td>\n",
       "      <td>1952</td>\n",
       "      <td>43.077</td>\n",
       "      <td>9279525</td>\n",
       "      <td>2449.008185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Angola</td>\n",
       "      <td>Africa</td>\n",
       "      <td>1952</td>\n",
       "      <td>30.015</td>\n",
       "      <td>4232095</td>\n",
       "      <td>3520.610273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Argentina</td>\n",
       "      <td>Americas</td>\n",
       "      <td>1952</td>\n",
       "      <td>62.485</td>\n",
       "      <td>17876956</td>\n",
       "      <td>5911.315053</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Australia</td>\n",
       "      <td>Oceania</td>\n",
       "      <td>1952</td>\n",
       "      <td>69.120</td>\n",
       "      <td>8691212</td>\n",
       "      <td>10039.595640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>Austria</td>\n",
       "      <td>Europe</td>\n",
       "      <td>1952</td>\n",
       "      <td>66.800</td>\n",
       "      <td>6927772</td>\n",
       "      <td>6137.076492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>Bahrain</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1952</td>\n",
       "      <td>50.939</td>\n",
       "      <td>120447</td>\n",
       "      <td>9867.084765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Bangladesh</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1952</td>\n",
       "      <td>37.484</td>\n",
       "      <td>46886859</td>\n",
       "      <td>684.244172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>Belgium</td>\n",
       "      <td>Europe</td>\n",
       "      <td>1952</td>\n",
       "      <td>68.000</td>\n",
       "      <td>8730405</td>\n",
       "      <td>8343.105127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>Benin</td>\n",
       "      <td>Africa</td>\n",
       "      <td>1952</td>\n",
       "      <td>38.223</td>\n",
       "      <td>1738315</td>\n",
       "      <td>1062.752200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>Bolivia</td>\n",
       "      <td>Americas</td>\n",
       "      <td>1952</td>\n",
       "      <td>40.414</td>\n",
       "      <td>2883315</td>\n",
       "      <td>2677.326347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>Bosnia and Herzegovina</td>\n",
       "      <td>Europe</td>\n",
       "      <td>1952</td>\n",
       "      <td>53.820</td>\n",
       "      <td>2791000</td>\n",
       "      <td>973.533195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>Botswana</td>\n",
       "      <td>Africa</td>\n",
       "      <td>1952</td>\n",
       "      <td>47.622</td>\n",
       "      <td>442308</td>\n",
       "      <td>851.241141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>Brazil</td>\n",
       "      <td>Americas</td>\n",
       "      <td>1952</td>\n",
       "      <td>50.917</td>\n",
       "      <td>56602560</td>\n",
       "      <td>2108.944355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>Bulgaria</td>\n",
       "      <td>Europe</td>\n",
       "      <td>1952</td>\n",
       "      <td>59.600</td>\n",
       "      <td>7274900</td>\n",
       "      <td>2444.286648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>Burkina Faso</td>\n",
       "      <td>Africa</td>\n",
       "      <td>1952</td>\n",
       "      <td>31.975</td>\n",
       "      <td>4469979</td>\n",
       "      <td>543.255241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>Burundi</td>\n",
       "      <td>Africa</td>\n",
       "      <td>1952</td>\n",
       "      <td>39.031</td>\n",
       "      <td>2445618</td>\n",
       "      <td>339.296459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>Cambodia</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1952</td>\n",
       "      <td>39.417</td>\n",
       "      <td>4693836</td>\n",
       "      <td>368.469286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>Cameroon</td>\n",
       "      <td>Africa</td>\n",
       "      <td>1952</td>\n",
       "      <td>38.523</td>\n",
       "      <td>5009067</td>\n",
       "      <td>1172.667655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>Canada</td>\n",
       "      <td>Americas</td>\n",
       "      <td>1952</td>\n",
       "      <td>68.750</td>\n",
       "      <td>14785584</td>\n",
       "      <td>11367.161120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>Central African Republic</td>\n",
       "      <td>Africa</td>\n",
       "      <td>1952</td>\n",
       "      <td>35.463</td>\n",
       "      <td>1291695</td>\n",
       "      <td>1071.310713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>Chad</td>\n",
       "      <td>Africa</td>\n",
       "      <td>1952</td>\n",
       "      <td>38.092</td>\n",
       "      <td>2682462</td>\n",
       "      <td>1178.665927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>Chile</td>\n",
       "      <td>Americas</td>\n",
       "      <td>1952</td>\n",
       "      <td>54.745</td>\n",
       "      <td>6377619</td>\n",
       "      <td>3939.978789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>China</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1952</td>\n",
       "      <td>44.000</td>\n",
       "      <td>556263527</td>\n",
       "      <td>400.448611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>Colombia</td>\n",
       "      <td>Americas</td>\n",
       "      <td>1952</td>\n",
       "      <td>50.643</td>\n",
       "      <td>12350771</td>\n",
       "      <td>2144.115096</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>312</th>\n",
       "      <td>Comoros</td>\n",
       "      <td>Africa</td>\n",
       "      <td>1952</td>\n",
       "      <td>40.715</td>\n",
       "      <td>153936</td>\n",
       "      <td>1102.990936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>Congo, Dem. Rep.</td>\n",
       "      <td>Africa</td>\n",
       "      <td>1952</td>\n",
       "      <td>39.143</td>\n",
       "      <td>14100005</td>\n",
       "      <td>780.542326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>336</th>\n",
       "      <td>Congo, Rep.</td>\n",
       "      <td>Africa</td>\n",
       "      <td>1952</td>\n",
       "      <td>42.111</td>\n",
       "      <td>854885</td>\n",
       "      <td>2125.621418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>348</th>\n",
       "      <td>Costa Rica</td>\n",
       "      <td>Americas</td>\n",
       "      <td>1952</td>\n",
       "      <td>57.206</td>\n",
       "      <td>926317</td>\n",
       "      <td>2627.009471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1344</th>\n",
       "      <td>Sierra Leone</td>\n",
       "      <td>Africa</td>\n",
       "      <td>1952</td>\n",
       "      <td>30.331</td>\n",
       "      <td>2143249</td>\n",
       "      <td>879.787736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1356</th>\n",
       "      <td>Singapore</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1952</td>\n",
       "      <td>60.396</td>\n",
       "      <td>1127000</td>\n",
       "      <td>2315.138227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1368</th>\n",
       "      <td>Slovak Republic</td>\n",
       "      <td>Europe</td>\n",
       "      <td>1952</td>\n",
       "      <td>64.360</td>\n",
       "      <td>3558137</td>\n",
       "      <td>5074.659104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1380</th>\n",
       "      <td>Slovenia</td>\n",
       "      <td>Europe</td>\n",
       "      <td>1952</td>\n",
       "      <td>65.570</td>\n",
       "      <td>1489518</td>\n",
       "      <td>4215.041741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1392</th>\n",
       "      <td>Somalia</td>\n",
       "      <td>Africa</td>\n",
       "      <td>1952</td>\n",
       "      <td>32.978</td>\n",
       "      <td>2526994</td>\n",
       "      <td>1135.749842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1404</th>\n",
       "      <td>South Africa</td>\n",
       "      <td>Africa</td>\n",
       "      <td>1952</td>\n",
       "      <td>45.009</td>\n",
       "      <td>14264935</td>\n",
       "      <td>4725.295531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1416</th>\n",
       "      <td>Spain</td>\n",
       "      <td>Europe</td>\n",
       "      <td>1952</td>\n",
       "      <td>64.940</td>\n",
       "      <td>28549870</td>\n",
       "      <td>3834.034742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1428</th>\n",
       "      <td>Sri Lanka</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1952</td>\n",
       "      <td>57.593</td>\n",
       "      <td>7982342</td>\n",
       "      <td>1083.532030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1440</th>\n",
       "      <td>Sudan</td>\n",
       "      <td>Africa</td>\n",
       "      <td>1952</td>\n",
       "      <td>38.635</td>\n",
       "      <td>8504667</td>\n",
       "      <td>1615.991129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1452</th>\n",
       "      <td>Swaziland</td>\n",
       "      <td>Africa</td>\n",
       "      <td>1952</td>\n",
       "      <td>41.407</td>\n",
       "      <td>290243</td>\n",
       "      <td>1148.376626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1464</th>\n",
       "      <td>Sweden</td>\n",
       "      <td>Europe</td>\n",
       "      <td>1952</td>\n",
       "      <td>71.860</td>\n",
       "      <td>7124673</td>\n",
       "      <td>8527.844662</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1476</th>\n",
       "      <td>Switzerland</td>\n",
       "      <td>Europe</td>\n",
       "      <td>1952</td>\n",
       "      <td>69.620</td>\n",
       "      <td>4815000</td>\n",
       "      <td>14734.232750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1488</th>\n",
       "      <td>Syria</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1952</td>\n",
       "      <td>45.883</td>\n",
       "      <td>3661549</td>\n",
       "      <td>1643.485354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1500</th>\n",
       "      <td>Taiwan</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1952</td>\n",
       "      <td>58.500</td>\n",
       "      <td>8550362</td>\n",
       "      <td>1206.947913</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1512</th>\n",
       "      <td>Tanzania</td>\n",
       "      <td>Africa</td>\n",
       "      <td>1952</td>\n",
       "      <td>41.215</td>\n",
       "      <td>8322925</td>\n",
       "      <td>716.650072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1524</th>\n",
       "      <td>Thailand</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1952</td>\n",
       "      <td>50.848</td>\n",
       "      <td>21289402</td>\n",
       "      <td>757.797418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1536</th>\n",
       "      <td>Togo</td>\n",
       "      <td>Africa</td>\n",
       "      <td>1952</td>\n",
       "      <td>38.596</td>\n",
       "      <td>1219113</td>\n",
       "      <td>859.808657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1548</th>\n",
       "      <td>Trinidad and Tobago</td>\n",
       "      <td>Americas</td>\n",
       "      <td>1952</td>\n",
       "      <td>59.100</td>\n",
       "      <td>662850</td>\n",
       "      <td>3023.271928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1560</th>\n",
       "      <td>Tunisia</td>\n",
       "      <td>Africa</td>\n",
       "      <td>1952</td>\n",
       "      <td>44.600</td>\n",
       "      <td>3647735</td>\n",
       "      <td>1468.475631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1572</th>\n",
       "      <td>Turkey</td>\n",
       "      <td>Europe</td>\n",
       "      <td>1952</td>\n",
       "      <td>43.585</td>\n",
       "      <td>22235677</td>\n",
       "      <td>1969.100980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1584</th>\n",
       "      <td>Uganda</td>\n",
       "      <td>Africa</td>\n",
       "      <td>1952</td>\n",
       "      <td>39.978</td>\n",
       "      <td>5824797</td>\n",
       "      <td>734.753484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1596</th>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>Europe</td>\n",
       "      <td>1952</td>\n",
       "      <td>69.180</td>\n",
       "      <td>50430000</td>\n",
       "      <td>9979.508487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1608</th>\n",
       "      <td>United States</td>\n",
       "      <td>Americas</td>\n",
       "      <td>1952</td>\n",
       "      <td>68.440</td>\n",
       "      <td>157553000</td>\n",
       "      <td>13990.482080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1620</th>\n",
       "      <td>Uruguay</td>\n",
       "      <td>Americas</td>\n",
       "      <td>1952</td>\n",
       "      <td>66.071</td>\n",
       "      <td>2252965</td>\n",
       "      <td>5716.766744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1632</th>\n",
       "      <td>Venezuela</td>\n",
       "      <td>Americas</td>\n",
       "      <td>1952</td>\n",
       "      <td>55.088</td>\n",
       "      <td>5439568</td>\n",
       "      <td>7689.799761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1644</th>\n",
       "      <td>Vietnam</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1952</td>\n",
       "      <td>40.412</td>\n",
       "      <td>26246839</td>\n",
       "      <td>605.066492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1656</th>\n",
       "      <td>West Bank and Gaza</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1952</td>\n",
       "      <td>43.160</td>\n",
       "      <td>1030585</td>\n",
       "      <td>1515.592329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1668</th>\n",
       "      <td>Yemen, Rep.</td>\n",
       "      <td>Asia</td>\n",
       "      <td>1952</td>\n",
       "      <td>32.548</td>\n",
       "      <td>4963829</td>\n",
       "      <td>781.717576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1680</th>\n",
       "      <td>Zambia</td>\n",
       "      <td>Africa</td>\n",
       "      <td>1952</td>\n",
       "      <td>42.038</td>\n",
       "      <td>2672000</td>\n",
       "      <td>1147.388831</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1692</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>Africa</td>\n",
       "      <td>1952</td>\n",
       "      <td>48.451</td>\n",
       "      <td>3080907</td>\n",
       "      <td>406.884115</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>142 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       country continent  year  lifeExp        pop  \\\n",
       "0                  Afghanistan      Asia  1952   28.801    8425333   \n",
       "12                     Albania    Europe  1952   55.230    1282697   \n",
       "24                     Algeria    Africa  1952   43.077    9279525   \n",
       "36                      Angola    Africa  1952   30.015    4232095   \n",
       "48                   Argentina  Americas  1952   62.485   17876956   \n",
       "60                   Australia   Oceania  1952   69.120    8691212   \n",
       "72                     Austria    Europe  1952   66.800    6927772   \n",
       "84                     Bahrain      Asia  1952   50.939     120447   \n",
       "96                  Bangladesh      Asia  1952   37.484   46886859   \n",
       "108                    Belgium    Europe  1952   68.000    8730405   \n",
       "120                      Benin    Africa  1952   38.223    1738315   \n",
       "132                    Bolivia  Americas  1952   40.414    2883315   \n",
       "144     Bosnia and Herzegovina    Europe  1952   53.820    2791000   \n",
       "156                   Botswana    Africa  1952   47.622     442308   \n",
       "168                     Brazil  Americas  1952   50.917   56602560   \n",
       "180                   Bulgaria    Europe  1952   59.600    7274900   \n",
       "192               Burkina Faso    Africa  1952   31.975    4469979   \n",
       "204                    Burundi    Africa  1952   39.031    2445618   \n",
       "216                   Cambodia      Asia  1952   39.417    4693836   \n",
       "228                   Cameroon    Africa  1952   38.523    5009067   \n",
       "240                     Canada  Americas  1952   68.750   14785584   \n",
       "252   Central African Republic    Africa  1952   35.463    1291695   \n",
       "264                       Chad    Africa  1952   38.092    2682462   \n",
       "276                      Chile  Americas  1952   54.745    6377619   \n",
       "288                      China      Asia  1952   44.000  556263527   \n",
       "300                   Colombia  Americas  1952   50.643   12350771   \n",
       "312                    Comoros    Africa  1952   40.715     153936   \n",
       "324           Congo, Dem. Rep.    Africa  1952   39.143   14100005   \n",
       "336                Congo, Rep.    Africa  1952   42.111     854885   \n",
       "348                 Costa Rica  Americas  1952   57.206     926317   \n",
       "...                        ...       ...   ...      ...        ...   \n",
       "1344              Sierra Leone    Africa  1952   30.331    2143249   \n",
       "1356                 Singapore      Asia  1952   60.396    1127000   \n",
       "1368           Slovak Republic    Europe  1952   64.360    3558137   \n",
       "1380                  Slovenia    Europe  1952   65.570    1489518   \n",
       "1392                   Somalia    Africa  1952   32.978    2526994   \n",
       "1404              South Africa    Africa  1952   45.009   14264935   \n",
       "1416                     Spain    Europe  1952   64.940   28549870   \n",
       "1428                 Sri Lanka      Asia  1952   57.593    7982342   \n",
       "1440                     Sudan    Africa  1952   38.635    8504667   \n",
       "1452                 Swaziland    Africa  1952   41.407     290243   \n",
       "1464                    Sweden    Europe  1952   71.860    7124673   \n",
       "1476               Switzerland    Europe  1952   69.620    4815000   \n",
       "1488                     Syria      Asia  1952   45.883    3661549   \n",
       "1500                    Taiwan      Asia  1952   58.500    8550362   \n",
       "1512                  Tanzania    Africa  1952   41.215    8322925   \n",
       "1524                  Thailand      Asia  1952   50.848   21289402   \n",
       "1536                      Togo    Africa  1952   38.596    1219113   \n",
       "1548       Trinidad and Tobago  Americas  1952   59.100     662850   \n",
       "1560                   Tunisia    Africa  1952   44.600    3647735   \n",
       "1572                    Turkey    Europe  1952   43.585   22235677   \n",
       "1584                    Uganda    Africa  1952   39.978    5824797   \n",
       "1596            United Kingdom    Europe  1952   69.180   50430000   \n",
       "1608             United States  Americas  1952   68.440  157553000   \n",
       "1620                   Uruguay  Americas  1952   66.071    2252965   \n",
       "1632                 Venezuela  Americas  1952   55.088    5439568   \n",
       "1644                   Vietnam      Asia  1952   40.412   26246839   \n",
       "1656        West Bank and Gaza      Asia  1952   43.160    1030585   \n",
       "1668               Yemen, Rep.      Asia  1952   32.548    4963829   \n",
       "1680                    Zambia    Africa  1952   42.038    2672000   \n",
       "1692                  Zimbabwe    Africa  1952   48.451    3080907   \n",
       "\n",
       "         gdpPercap  \n",
       "0       779.445314  \n",
       "12     1601.056136  \n",
       "24     2449.008185  \n",
       "36     3520.610273  \n",
       "48     5911.315053  \n",
       "60    10039.595640  \n",
       "72     6137.076492  \n",
       "84     9867.084765  \n",
       "96      684.244172  \n",
       "108    8343.105127  \n",
       "120    1062.752200  \n",
       "132    2677.326347  \n",
       "144     973.533195  \n",
       "156     851.241141  \n",
       "168    2108.944355  \n",
       "180    2444.286648  \n",
       "192     543.255241  \n",
       "204     339.296459  \n",
       "216     368.469286  \n",
       "228    1172.667655  \n",
       "240   11367.161120  \n",
       "252    1071.310713  \n",
       "264    1178.665927  \n",
       "276    3939.978789  \n",
       "288     400.448611  \n",
       "300    2144.115096  \n",
       "312    1102.990936  \n",
       "324     780.542326  \n",
       "336    2125.621418  \n",
       "348    2627.009471  \n",
       "...            ...  \n",
       "1344    879.787736  \n",
       "1356   2315.138227  \n",
       "1368   5074.659104  \n",
       "1380   4215.041741  \n",
       "1392   1135.749842  \n",
       "1404   4725.295531  \n",
       "1416   3834.034742  \n",
       "1428   1083.532030  \n",
       "1440   1615.991129  \n",
       "1452   1148.376626  \n",
       "1464   8527.844662  \n",
       "1476  14734.232750  \n",
       "1488   1643.485354  \n",
       "1500   1206.947913  \n",
       "1512    716.650072  \n",
       "1524    757.797418  \n",
       "1536    859.808657  \n",
       "1548   3023.271928  \n",
       "1560   1468.475631  \n",
       "1572   1969.100980  \n",
       "1584    734.753484  \n",
       "1596   9979.508487  \n",
       "1608  13990.482080  \n",
       "1620   5716.766744  \n",
       "1632   7689.799761  \n",
       "1644    605.066492  \n",
       "1656   1515.592329  \n",
       "1668    781.717576  \n",
       "1680   1147.388831  \n",
       "1692    406.884115  \n",
       "\n",
       "[142 rows x 6 columns]"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_1952=data[data.year==1952]\n",
    "data_1952"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 680x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(680/my_dpi, 480/my_dpi), dpi=my_dpi) # Se asigna un tamaño para la imagen\n",
    "\n",
    "# Creamos la gráfica del año 1952\n",
    "data_1952=data[ data.year == 1952 ]\n",
    "plt.scatter(x=data_1952['lifeExp'], y=data_1952['gdpPercap'])  # Datos para X y Y\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\eavalos\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\pyplot.py:1479: UserWarning: Attempted to set non-positive bottom ylim on a log-scaled axis.\n",
      "Invalid limit will be ignored.\n",
      "  ret = ax.set_ylim(*args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 680x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(680/my_dpi, 480/my_dpi), dpi=my_dpi) # Se asigna un tamaño para la imagen\n",
    "\n",
    "# Creamos la gráfica del año 1952\n",
    "tmp=data[ data.year == 1952 ]\n",
    "plt.scatter(x=tmp['lifeExp'], y=tmp['gdpPercap'])  # Datos para X y Y\n",
    "\n",
    "# Títulos y escaladores (main and on axis)\n",
    "plt.yscale('log')\n",
    "plt.xlabel(\"Life Expectancy\")\n",
    "plt.ylabel(\"GDP per Capita\")\n",
    "plt.title(\"Year: \"+str(1952) )\n",
    "plt.ylim(0,100000)\n",
    "plt.xlim(30, 90)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\eavalos\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\pyplot.py:1479: UserWarning: Attempted to set non-positive bottom ylim on a log-scaled axis.\n",
      "Invalid limit will be ignored.\n",
      "  ret = ax.set_ylim(*args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 680x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(680/my_dpi, 480/my_dpi), dpi=my_dpi)\n",
    "\n",
    "# Creamos la gráfica del año 1952\n",
    "tmp=data[ data.year == 1952 ]\n",
    "plt.scatter(x=tmp['lifeExp'], y=tmp['gdpPercap'] , # Datos para X y Y\n",
    "            s=tmp['pop']/200000,                   # Radio escalado de los circulos (población)\n",
    "            c=tmp['continent'].cat.codes,          # Secuencia de colores de acuerdo al continente\n",
    "            cmap=\"Accent\",                         # Paleta de colores\n",
    "            alpha=0.6,                             # Transparencia de los círculos\n",
    "            edgecolors=\"white\",                    # Color de borde de los marcadores\n",
    "            linewidth=2)                           # Ancho del borde de los marcadoes\n",
    "\n",
    "# Add titles (main and on axis)\n",
    "plt.yscale('log')\n",
    "plt.xlabel(\"Life Expectancy\")\n",
    "plt.ylabel(\"GDP per Capita\")\n",
    "plt.title(\"Year: \"+str(1952) )\n",
    "plt.ylim(0,100000)\n",
    "plt.xlim(30, 90)\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "time=data.year.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\eavalos\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\pyplot.py:1479: UserWarning: Attempted to set non-positive bottom ylim on a log-scaled axis.\n",
      "Invalid limit will be ignored.\n",
      "  ret = ax.set_ylim(*args, **kwargs)\n",
      "C:\\Users\\eavalos\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\pyplot.py:1479: UserWarning: Attempted to set non-positive bottom ylim on a log-scaled axis.\n",
      "Invalid limit will be ignored.\n",
      "  ret = ax.set_ylim(*args, **kwargs)\n",
      "C:\\Users\\eavalos\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\pyplot.py:1479: UserWarning: Attempted to set non-positive bottom ylim on a log-scaled axis.\n",
      "Invalid limit will be ignored.\n",
      "  ret = ax.set_ylim(*args, **kwargs)\n",
      "C:\\Users\\eavalos\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\pyplot.py:1479: UserWarning: Attempted to set non-positive bottom ylim on a log-scaled axis.\n",
      "Invalid limit will be ignored.\n",
      "  ret = ax.set_ylim(*args, **kwargs)\n",
      "C:\\Users\\eavalos\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\pyplot.py:1479: UserWarning: Attempted to set non-positive bottom ylim on a log-scaled axis.\n",
      "Invalid limit will be ignored.\n",
      "  ret = ax.set_ylim(*args, **kwargs)\n",
      "C:\\Users\\eavalos\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\pyplot.py:1479: UserWarning: Attempted to set non-positive bottom ylim on a log-scaled axis.\n",
      "Invalid limit will be ignored.\n",
      "  ret = ax.set_ylim(*args, **kwargs)\n",
      "C:\\Users\\eavalos\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\pyplot.py:1479: UserWarning: Attempted to set non-positive bottom ylim on a log-scaled axis.\n",
      "Invalid limit will be ignored.\n",
      "  ret = ax.set_ylim(*args, **kwargs)\n",
      "C:\\Users\\eavalos\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\pyplot.py:1479: UserWarning: Attempted to set non-positive bottom ylim on a log-scaled axis.\n",
      "Invalid limit will be ignored.\n",
      "  ret = ax.set_ylim(*args, **kwargs)\n",
      "C:\\Users\\eavalos\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\pyplot.py:1479: UserWarning: Attempted to set non-positive bottom ylim on a log-scaled axis.\n",
      "Invalid limit will be ignored.\n",
      "  ret = ax.set_ylim(*args, **kwargs)\n",
      "C:\\Users\\eavalos\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\pyplot.py:1479: UserWarning: Attempted to set non-positive bottom ylim on a log-scaled axis.\n",
      "Invalid limit will be ignored.\n",
      "  ret = ax.set_ylim(*args, **kwargs)\n",
      "C:\\Users\\eavalos\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\pyplot.py:1479: UserWarning: Attempted to set non-positive bottom ylim on a log-scaled axis.\n",
      "Invalid limit will be ignored.\n",
      "  ret = ax.set_ylim(*args, **kwargs)\n",
      "C:\\Users\\eavalos\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\matplotlib\\pyplot.py:1479: UserWarning: Attempted to set non-positive bottom ylim on a log-scaled axis.\n",
      "Invalid limit will be ignored.\n",
      "  ret = ax.set_ylim(*args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 680x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 680x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 680x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 680x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 680x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 680x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 680x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 680x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 680x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 680x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 680x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 680x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Se crearán un número de figuras igual al número de años diferentes en la dataframe\n",
    "for i in time:\n",
    "    # Instanciamos una figura\n",
    "    fig = plt.figure(figsize=(680/my_dpi, 480/my_dpi), dpi=my_dpi)\n",
    "\n",
    "    # Change color with c and alpha. I map the color to the X axis value.\n",
    "    tmp=data[ data.year == i ]\n",
    "    plt.scatter(tmp['lifeExp'], tmp['gdpPercap'] , s=tmp['pop']/200000 , c=tmp['continent'].cat.codes, cmap=\"Accent\", alpha=0.6, edgecolors=\"white\", linewidth=2)\n",
    "\n",
    "    # Add titles (main and on axis)\n",
    "    plt.yscale('log')\n",
    "    plt.xlabel(\"Life Expectancy\")\n",
    "    plt.ylabel(\"GDP per Capita\")\n",
    "    plt.title(\"Year: \"+str(i) )\n",
    "    plt.ylim(0,100000)\n",
    "    plt.xlim(30, 90)\n",
    "\n",
    "    # Save it\n",
    "    filename='Gapminder_step'+str(i)+'.png'\n",
    "    plt.savefig(filename, dpi=96)\n",
    "    plt.gca()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}